researchforge-landscape

researchforge-landscape is a skill for Claude Code, Codex from forger-labs-hq/researchforge. It costs 47 tokens per session (479 once invoked), scanned A, original, Apache-2.0.

A literature-mapping tool for ResearchForge, a research project tool. It groups stored papers into research directions and records evidence claims grounded in those papers.

In plain words
What is it for?
Use it after papers are stored to create research directions, distinguish a paper’s claims from your interpretation, and import a validated research landscape.
Why use it?
It turns a collection of papers into an organized view of themes while requiring each claim to be supported by the stored sources.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it after papers are stored to create research directions, distinguish a paper’s claims from your interpretation, and import a validated research landscape.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/forger-labs-hq/researchforge/researchforge-landscape
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add forger-labs-hq/researchforge --skill researchforge-landscape
Clone the repo
git clone --depth 1 https://github.com/forger-labs-hq/researchforge

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for researchforge-landscape

README.md
[![agentmods](https://agentmods.dev/badge/skills/forger-labs-hq/researchforge/researchforge-landscape/github.svg)](https://agentmods.dev/skills/forger-labs-hq/researchforge/researchforge-landscape)
Your own site
<a href="https://agentmods.dev/skills/forger-labs-hq/researchforge/researchforge-landscape"><img src="https://agentmods.dev/badge/skills/forger-labs-hq/researchforge/researchforge-landscape/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for researchforge-landscape

Your own site · 80×15
<a href="https://agentmods.dev/skills/forger-labs-hq/researchforge/researchforge-landscape"><img src="https://agentmods.dev/badge/skills/forger-labs-hq/researchforge/researchforge-landscape.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 479 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00047 $0.00479
Opus 5 $0.00023 $0.00239
Sonnet 5 $0.00009 $0.00096
Haiku 4.5 $0.00005 $0.00048

Measured 10d ago against content hash d6c853847219, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

researchforge-landscape scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

src/researchforge/claude/skills/researchforge-landscape/SKILL.md · 55 lines

What it actually says

Build the research landscape

This is a handshake: the engine exports structured context, you write the synthesis as YAML, the engine validates it field-by-field before anything is stored. Your synthesis must be grounded in the exported papers only.

1. Export context

researchforge research context --json

This writes .researchforge/synthesis/context.json: the objective, the stored papers (id, title, abstract, ranking signals), and — critically — the embedded JSON Schema the artifact must conform to. Read the whole file.

2. Write the landscape

Write .researchforge/synthesis/landscape.yaml conforming exactly to the embedded schema. Requirements the validator will enforce:

  • every cited_paper_ids entry must be a stored paper id from the context;
  • every direction needs evidence claims that distinguish claims made by a paper from your interpretation (evidence_type), each with an extraction_confidence;
  • do not cite papers for statements their abstracts cannot support.

3. Import (engine validates)

researchforge research landscape --import .researchforge/synthesis/landscape.yaml --json

If validation fails, the --json error payload lists field-level errors (path, message, offending value). Re-read the error payload, fix exactly those fields in the YAML, and re-import. Never bypass validation by editing stored files directly.

Next: the researchforge-hypotheses skill turns directions into testable hypotheses.

Rules

  • The Python engine is the boundary: never work around a validation error, a protected path, or an approval gate — fix the artifact or ask the user.
  • Approvals belong to the user: never pass --yes or type a confirmation unless the user explicitly approved that step in this conversation.
  • Ground every summary in stored data: quote only numbers returned by --json output or files under .researchforge/ — never invent metrics.
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 55 lines · 47 tokens per session scan A d6c853847219

Subscribe to this mod's changes

researchforge-landscape is a skill published in the GitHub repository forger-labs-hq/researchforge (8 stars, last pushed 8d ago), licensed Apache-2.0. It adds 47 tokens to every session and 479 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.