octocode-benchmark
Use when planning, running, grading, or reporting the by-hand Octocode research benchmark — pairwise matchups (Octocode anchor vs one baseline: gh+RTK,…
Use when code must be checked, not assumed: trace connections (callers, imports, cross-repo wiring, what breaks if I change it), locate behavior, map a system, diagnose a failure, RCA. Also for external repositories, npm packages, upstream/prior art, and general research. Plan a
$ npx -y skills add bgauryy/octocode-mcp --skill octocode-research --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/octocode-researchContext preview
The summary Claude sees to decide when to auto-load this skill.
Use when code must be checked, not assumed: trace connections (callers, imports, cross-repo wiring, what breaks if I change it), locate behavior, map a system, diagnose a failure, RCA. Also for external repositories, npm packages, upstream/prior art, and general research. Plan a
name: octocode-research description: "Use when code must be checked, not assumed: trace connections (callers, imports, cross-repo wiring, what breaks if I change it), locate behavior, map a system, diagnose a failure, RCA. Also for external repositories, npm packages, upstream/prior art, and general research. Plan a coding flow before writing, validate it after. Triggers on 'research this' or 'use octocode'. Gives exact file:line/PR/commit evidence with confidence. Skip trivial edits whose blast radius is already known. Not for authoring or copyediting the docs themselves, or for building skill folders: docs deliverable → octocode-documentation; SKILL.md folders → octocode-skills."
Evidence before assertion. Find the anchor, read the exact bytes, prove the claim, then answer or patch.
FRAME → CLASSIFY → MODEL → SEARCH → READ EXACT → PROVE → DECIDE/PATCH → VERIFY
That's the full shape, not a checklist to march through. Scale it to the claim: a small lookup gets a cheap read and an honest confidence label; a delete, a merge verdict, or a root cause earns the whole ladder. Skip stages you can already answer — but say which ones you skipped.
1. Open with one line: corpus, actual vs desired, task class, mode, surfaces used and skipped. 2. Call it a bug only when evidence shows a supported contract was violated. 3. Root cause needs mechanism, trigger, violated contract, divergence boundary, and a killed alternate. 4. Use the strongest handle you already hold. For nontrivial claims check two of: structure, stream, connections. 5. A snippet is a lead. Empty means *this lane can't see it*, not *it isn't there*. Say which you mean. 6. Track `claim → evidence → confidence → next check`. Cite exact anchors, and only checks that actually ran. 7. Ask before broad contracts, deletes/renames, thin evidence, or a third unrelated search space. Patch after proof.
Stop when: grounded evidence answers the framed question and the alternate is dead; no cheap next step can change the conclusion; the budget is hit (default 3-5 decisive iterations or ~15 minutes); the last iterations changed no state; retries stay thin, or a license/product/architecture call belongs to the user; a gate blocks (broad contract, delete/rename, clone or run untrusted code, unapproved artifact write); or a skill edit measured flat/worse — revert through `references/improve-loop.md`. Report the remaining gaps instead of padding certainty.
Start with `references/algorithm.md` (routing, evidence grades) and `references/problem-framing.md` (is this a bug, feature, enhancement, or still unknown?). Then pick one route by what you're looking at — load `references/workflows.md` when you need the per-route detail, the load budget per task size, or the handoff receipt between routes:
| Situation | Route | |---|---| | This repo, checkout, installed dependency | `references/workflow-local.md` | | External repository, npm package, upstream project | `references/workflow-external.md` | | Cross-repo connections, local clue → upstream, or remote code needing AST/LSP proof | `references/workflow-combination.md` | | Rank an ecosystem — several candidate repos/packages | `references/github-landscape.md` | | Something fails and you need the cause | `references/workflow-debug.md` | | Plan a coding flow, implement, migrate, patch behavior | `references/workflow-change.md` | | Reshape structure or names, keep behavior | `references/workflow-refactor.md` | | Validate after a change; review a PR or local diff | `references/workflow-pr-review.md` | | Trace connections — callers, imports, references, reachability | `references/code-research.md` |
Proof depth for any of them: `references/code-research.md`. General research — Map / Validate / Investigate / Plan across code, packages, docs, and history: `references/research-flow.md`.
Review runs in three parts: use `references/workflow-pr-review.md` for target, guidelines, and risk sizing; then `references/workflow-pr-review-analysis.md` for sizing depth, flow proof, and finding shape; then `references/workflow-pr-review-report.md` for the verification-gated recommendation and the optional written document.
Reach for these only when they earn it: `references/loop-mode.md` (evidence keeps flipping), `references/long-research.md` (durable decision brief), `references/researcher-mindset.md` (budgets, fan-out, campaign planning).
Load a reference when the current step needs it. Loading all of them is a failure mode.
Prefer Octocode **MCP tools** when exposed. Otherwise `npx octocode tools <name>` — same 15 tools, same schemas, no loss.
npx octocode context --minimal # what's available npx octocode tools <name> --scheme --json --compact # read fields — never guess npx octocode tools <name> --queries '<json>' --compact # run it
Batch up to five queries per call. Orient cheap (tree, discovery) before exact reads. Follow returned `next.*` and cursors instead of re-deriving them.
Read `references/octocode.md` when transport, tool choice, auth, gates (`ENABLE_LOCAL`, `ENABLE_CLONE`, `ENABLE_RELEASES`), materialization, diagnostics, or exit codes are unclear.
`Finding · Evidence · Confidence · Next`. Decisions add verdict, risks, exact anchors, verification, and the smallest safe fix. Report gaps instead of padding certainty.
`octocode-brainstorming` (worth building?) · `octocode-rfc-generator` (design contract) · `octocode-graph-eval` (goal→KPI) · `octocode-documentation` (docs deliverable) · `octocode-skills` (skill folders) · `octocode-subagent` (fan-out) · `octocode-roast` (critique tone).
When changing this skill, run `node scripts/check-description.mjs` (description contract; `--help` for flags) and gate accept/revert with `references/improve-loop.md`.
Evidence-first code research for AI agents and developers. Octocode researches your local code and external code alike (GitHub repositories, PRs, npm) with one toolset: ripgrep + AST search, trees, precise reads, and LSP.
Repo: bgauryy/octocode-mcp
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