Owner

benthomasson

19 indexed repositories · View on GitHub

ftl-sdlc-loop
Automated SDLC loop

Python · 2 stars
reasons-rust
Rust port of ftl-reasons — Truth Maintenance System for justified beliefs

Rust · 1 star
ftl2
AI-first Python automation using the Ansible module ecosystem. 2-21x faster than ansible-playbook.

Python · 1 star
ftl-reasons
Reason Maintenance System — automatic belief retraction and dependency-directed backtracking (Doyle 1979)

Python · 1 star
ftl-merge
Merge-and-reconcile workflow: merge PRs, retract beliefs, regenerate specs

Python · 0 stars
ftl2-servercraft

Python · 0 stars
expert
CLI client for expert-service — ask questions, search beliefs, list projects

Python · 0 stars
ddia-implementations

Python · 0 stars
leetcode-implementations

Python · 0 stars
expert-service

Python · 0 stars
ftl-expert-build
Build expert agents from documented domains

Python · 0 stars
ftl-project-expert
Build expert knowledge bases from project management data — GitHub, GitLab, Jira

Python · 0 stars
ftl-code-expert
Deep code analysis through belief networks. Explores codebases systematically, extracts beliefs, derives logical consequences, and surfac...

Python · 0 stars
ftl-reasons-wiki

Python · 0 stars
ftl-reasons-expert
Code expert knowledge base for ftl-reasons (TMS implementation)

0 stars
worker-bee
Belief-driven orchestrator for small-context worker bees

Python · 0 stars
ftl-code-review
AI-first code review using multiple models to surface issues before human review

Python · 0 stars
reasons-service
Hosted Reasons knowledge base service — reasonsforge.com

Python · 0 stars
reasonsforge

Python · 0 stars

Beginner friendly Everything

Open All

Add names-only format support to PostgreSQL backend Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

benthomasson/ftl-reasons#267 · Opened Sep 16, 2026
Add names-only format to search_beliefs for 6.5x token savings Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

benthomasson/worker-bee#1 · Opened Sep 16, 2026
LLM-driven tag categorization for beliefs Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/ftl-reasons#264 · Opened Sep 14, 2026
Partition beliefs by tag into separate export files Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

benthomasson/ftl-reasons#263 · Opened Sep 14, 2026
Add list_unsupported() API for IN nodes with OUT antecedents Open

Difficulty 3/5 1-2 days Newbie friendliness 75/100

benthomasson/ftl-reasons#257 · Opened Sep 12, 2026
list_nodes() should include source field in output Open

Difficulty 1/5 Under an hour Newbie friendliness 90/100

benthomasson/ftl-reasons#256 · Opened Sep 12, 2026
check_stale() should include node text in results Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

benthomasson/ftl-reasons#255 · Opened Sep 12, 2026
Add list_active_nogoods() API for structural contradiction detection Open

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

benthomasson/ftl-reasons#254 · Opened Sep 12, 2026
Direct SQL queries for read-only RMS operations on SQLite Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

benthomasson/reasons-service#72 · Opened Sep 8, 2026
Add in-process network cache for RMS SQLite backend Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

benthomasson/reasons-service#71 · Opened Sep 8, 2026
Add coverage gap analysis command for belief networks Open

Difficulty 5/5 Over a week Newbie friendliness 45/100

benthomasson/reasonsforge#32 · 1 comment · Opened Sep 7, 2026
Extraction prompts miss formal definitions in academic/textbook content Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

benthomasson/reasonsforge#31 · Opened Sep 7, 2026
Add belief classification as a TMS pipeline step Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#64 · 1 comment · Opened Sep 3, 2026
MCP: Orientation beliefs as a forge convention Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 45/100

benthomasson/reasons-service#63 · Opened Sep 3, 2026
MCP: Add sandbox/dry-run mode for agent TMS learning Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#61 · Opened Sep 3, 2026
MCP: Add task-based tool discovery (help tool) Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 55/100

benthomasson/reasons-service#60 · Opened Sep 3, 2026
MCP: Add query presets / recipes for agents Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 65/100

benthomasson/reasons-service#59 · Opened Sep 3, 2026
MCP: Standardize response contracts (stable JSON envelope) Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 52/100

benthomasson/reasons-service#58 · Opened Sep 3, 2026
MCP: Add propose_supersession as atomic operation Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 55/100

benthomasson/reasons-service#57 · Opened Sep 3, 2026
MCP: Add advanced search filters (compound queries) Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 52/100

benthomasson/reasons-service#56 · Opened Sep 3, 2026
MCP: Add batch belief fetch by ID Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 68/100

benthomasson/reasons-service#55 · Opened Sep 3, 2026
MCP: Fix topic quality — curated topics or clusters Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#54 · Opened Sep 3, 2026
MCP: Expand find_issues to include review debt Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#53 · Opened Sep 3, 2026
MCP: Make sources resolvable on hosted experts Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#52 · Opened Sep 3, 2026
MCP: Add get_neighborhood for one-hop graph expansion Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 64/100

benthomasson/reasons-service#51 · Opened Sep 3, 2026
MCP: Expose beliefs_status, compact, and check-stale Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 55/100

benthomasson/reasons-service#50 · Opened Sep 3, 2026
MCP: explain_belief should distinguish OUT causes Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

benthomasson/reasons-service#48 · Opened Sep 3, 2026
MCP: Add get_domain_overview for cold-start domain briefing Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 52/100

benthomasson/reasons-service#47 · Opened Sep 3, 2026
Add SQLite auto-migration for new columns Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

benthomasson/reasons-service#45 · Opened Sep 2, 2026
Add check-provenance command to audit unsourced premises Open

Difficulty 3/5 1-2 days Newbie friendliness 70/100

benthomasson/reasonsforge#24 · Opened Aug 11, 2026
[verify-truncation-at-30k] Source documents exceeding `MAX_SOURCE_CHARS` (30,000 characters) are silently t Open

reasons-gate

Difficulty 4/5 3-5 days Newbie friendliness 38/100

benthomasson/reasonsforge#20 · Opened Aug 8, 2026
[ollama-has-no-cost-tracking] Ollama model invocations return raw text and record zero cost/token data, unlike Open

reasons-gate

Difficulty 3/5 1-2 days Newbie friendliness 48/100

benthomasson/reasonsforge#19 · Opened Aug 8, 2026
[no-runtime-invariant-enforcement] The data model enforces no invariants at construction time — invalid states like Open

reasons-gate

Difficulty 4/5 3-5 days Newbie friendliness 48/100

benthomasson/reasonsforge#18 · Opened Aug 8, 2026
[mcp-read-only-tools-lack-error-handling] `search`, `compact`, `export_markdown`, and `topics` do not catch exceptions — u Open

reasons-gate

Difficulty 3/5 1-2 days Newbie friendliness 52/100

benthomasson/reasonsforge#17 · Opened Aug 8, 2026
[git-uses-basename-only] Git commands in `check_stale.py` use `filepath.name` (basename) with `cwd=filepa Open

reasons-gate

Difficulty 2/5 1-3 hours Newbie friendliness 64/100

benthomasson/reasonsforge#16 · Opened Aug 8, 2026
[compact-budget-soft-cap] The `compact()` token budget is approximate; structural overhead (headers, omiss Open

reasons-gate

Difficulty 3/5 1-2 days Newbie friendliness 55/100

benthomasson/reasonsforge#15 · Opened Aug 8, 2026
Security-focused derive mode for trust boundary analysis Open

Difficulty 5/5 Over a week Newbie friendliness 45/100

benthomasson/reasonsforge#14 · Opened Aug 8, 2026
Tacit knowledge prompting: ask humans what code analysis missed Open

Difficulty 5/5 Over a week Newbie friendliness 42/100

benthomasson/reasonsforge#13 · Opened Aug 8, 2026
Hypothesis-driven research step: design and run experiments against live systems Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

benthomasson/reasonsforge#12 · Opened Aug 8, 2026
Import product forge beliefs into code forge derive Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

benthomasson/reasonsforge#11 · Opened Aug 8, 2026
Multi-source analyze pipeline: ingest product docs and threat models alongside code Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasonsforge#10 · Opened Aug 8, 2026
doas non-root become_user does not change CWD to target user home Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

benthomasson/ftl2#173 · Opened Jul 22, 2026
[vector-search-postgresql-only] Semantic search via pgvector is conditionally registered and entirely unavailabl Open

reasons-gate

Difficulty 3/5 1-2 days Newbie friendliness 48/100

benthomasson/reasons-service#38 · Opened Jul 20, 2026
[validated-tenancy-masks-import-quality-gap] Multi-tenancy validation confirms that imported data respects tenant boundaries, Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 35/100

benthomasson/reasons-service#37 · Opened Jul 20, 2026
[system-has-coupling-gradient] The system exhibits a coupling gradient across its three major subsystems: the R Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 25/100

benthomasson/reasons-service#36 · Opened Jul 20, 2026
[sqlite-dev-mode-has-production-gap] SQLite development mode has a production-quality gap across two independent dime Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 25/100

benthomasson/reasons-service#35 · Opened Jul 20, 2026
[postgres-paradox-critical-yet-unreplicable] PostgreSQL creates a development-deployment paradox: it is both the system's irr Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 20/100

benthomasson/reasons-service#34 · Opened Jul 20, 2026
[postgres-is-triple-convergence-point] PostgreSQL is the convergence point of three architectural forces: it defines th Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 25/100

benthomasson/reasons-service#33 · Opened Jul 20, 2026
[postgres-is-strategic-bottleneck] PostgreSQL is a strategic bottleneck: it is irreplaceable due to dual independen Open

reasons-negative

Difficulty 5/5 Over a week Newbie friendliness 25/100

benthomasson/reasons-service#32 · Opened Jul 20, 2026
[postgres-is-extraction-boundary-and-obstacle] PostgreSQL simultaneously defines the extraction boundary and blocks crossing it Open

reasons-gate

Difficulty 5/5 Over a week Newbie friendliness 25/100

benthomasson/reasons-service#31 · Opened Jul 20, 2026

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